{"id":"W3097677445","doi":"10.3390/microorganisms8111747","title":"Microbial Species–Area Relationships in Antarctic Cryoconite Holes Depend on Productivity","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Boulder; National Science Foundation","keywords":"Productivity; Ecology; Earth science; Geography; Environmental science; Geology; Biology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002818959,0.000129434,0.0001437515,0.00004288505,0.0001695649,0.00003946717,0.0002572947,0.00007821414,0.00388365],"category_scores_gemma":[0.0002722063,0.0001268513,0.00003372782,0.0003396214,0.0002003136,0.0001776092,0.000220715,0.0004720531,0.00434977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374094,"about_ca_system_score_gemma":0.00002511157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001684742,"about_ca_topic_score_gemma":0.00192143,"domain_scores_codex":[0.9986795,0.0001601762,0.0001593539,0.000425459,0.0001571759,0.0004183208],"domain_scores_gemma":[0.9995317,0.00006473773,0.00003795598,0.000194925,0.000004494842,0.0001662265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005328846,0.0001042593,0.181875,0.000005535001,0.000004186506,0.00004304237,0.0006794318,0.0001035432,0.8135506,0.00004337471,0.003224364,0.0003133769],"study_design_scores_gemma":[0.0006267818,0.0002253806,0.6794459,0.000007625565,0.000004980142,0.00002540479,0.0001377504,0.00005453243,0.2935194,0.00042473,0.02528707,0.0002405248],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908537,0.00001571748,0.0001119601,0.005505163,0.00006017196,0.0002912608,0.00001907456,0.00003715153,0.003105823],"genre_scores_gemma":[0.9982872,0.000007309471,0.0004401594,0.0006891908,0.00006941923,0.000006646637,0.0000143176,0.00001806615,0.0004677083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5200313,"threshold_uncertainty_score":0.9970269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413684039619557,"score_gpt":0.2252790735488379,"score_spread":0.1839106695868822,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}